Research Article
Transfer and Deep Learning-Based Gurmukhi Handwritten Word Classification Model
Table 6
Training parameters’ results of VGG19 at different epochs and batch sizes.
| Results | Training parameters | Epoch = 100 | Epoch = 40 | Batch size 20 | Batch size 40 | Batch size 20 | Batch size 40 |
| Training accuracy | 0.7530 | 0.7452 | 0.6816 | 0.6793 | Validation accuracy | 0.7771 | 0.7758 | 0.7346 | 0.7317 | Training loss | 0.7560 | 0.7693 | 0.9775 | 0.9901 | Validation loss | 0.6647 | 0.6744 | 0.8217 | 0.8330 |
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